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228: Retrieval Augmented Generation using Data Cloud with Dave Norris
Manage episode 445090487 series 2577106
Australia's Dave Norris joins us in exploring the cutting-edge techniques of Retrieval Augmented Generation (RAG) and hybrid search methods. We delve into the limitations of traditional keyword searches in the face of unstructured data like PDFs and emails, which make up a significant portion of enterprise data. By using Data Cloud and hyperscalers like Google, Amazon, and Microsoft, Dave shows how to transform chaotic data into intelligent search engines.
The discussion highlights the role of context in AI-generated responses, illustrating this with the challenge of summarizing meetings without enough information. The episode also examines the potential of hybrid search technologies such as Agentforce and vector search, emphasizing the importance of prompt engineering in refining data retrieval.
Through examples from Dreamforce and fictional companies, listeners gain insights into how these technologies enhance user experiences by combining semantic and keyword searches, showcasing the advanced potential of modern search innovations.
Show Highlights:
- Discussion on the limitations of traditional keyword searches in data retrieval.
- Insights into the use of Data Cloud for managing unstructured data via hyperscalers like Google, Amazon, and Microsoft.
- Examination of hybrid search techniques, including Agentforce and vector search technology.
- Focus on the importance of prompt engineering to enhance AI responses and prevent hallucinations.
- Introduction to hybrid search, combining vector and keyword search for improved precision and relevance.
Links:
Using Retrieval Augmented Generation in Data Cloud — https://help.salesforce.com/s/articleView?id=sf.c360_a_rag_overview.htm&type=5
177 פרקים
Manage episode 445090487 series 2577106
Australia's Dave Norris joins us in exploring the cutting-edge techniques of Retrieval Augmented Generation (RAG) and hybrid search methods. We delve into the limitations of traditional keyword searches in the face of unstructured data like PDFs and emails, which make up a significant portion of enterprise data. By using Data Cloud and hyperscalers like Google, Amazon, and Microsoft, Dave shows how to transform chaotic data into intelligent search engines.
The discussion highlights the role of context in AI-generated responses, illustrating this with the challenge of summarizing meetings without enough information. The episode also examines the potential of hybrid search technologies such as Agentforce and vector search, emphasizing the importance of prompt engineering in refining data retrieval.
Through examples from Dreamforce and fictional companies, listeners gain insights into how these technologies enhance user experiences by combining semantic and keyword searches, showcasing the advanced potential of modern search innovations.
Show Highlights:
- Discussion on the limitations of traditional keyword searches in data retrieval.
- Insights into the use of Data Cloud for managing unstructured data via hyperscalers like Google, Amazon, and Microsoft.
- Examination of hybrid search techniques, including Agentforce and vector search technology.
- Focus on the importance of prompt engineering to enhance AI responses and prevent hallucinations.
- Introduction to hybrid search, combining vector and keyword search for improved precision and relevance.
Links:
Using Retrieval Augmented Generation in Data Cloud — https://help.salesforce.com/s/articleView?id=sf.c360_a_rag_overview.htm&type=5
177 פרקים
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1 229: AsyncAPI and Event-Driven Architecture Using MuleSoft with Alex
Martinez 18:54

1 228: Retrieval Augmented Generation using Data Cloud with Dave Norris 24:26

1 227: Dreamforce 2024 with Philippe Ozil 16:54

1 226: Winter ’25 Release Highlights with Mohith Shrivastava 20:56

1 225: Einstein Models API with Alba Rivas 23:27

1 224: MuleSoft Intelligent Document Processing with Akshata Sawant 15:47

1 223: Data Cloud Summer '24 Features with Danielle Larregui 14:44

1 222: Generative AI and Einstein with Charles Watkins 19:28

1 221: MuleSoft Anypoint Code Builder with Alex Martinez 17:32

1 220: Data Cloud for Developers with Dave Norris 24:38

1 219: Salesforce and AWS Unified Developer Experience with Philippe
Ozil 14:12

1 218: Summer ’24 Release Highlights with Mohith Shrivastava 19:41

1 217: Einstein Copilot Custom Actions with Mohith Shrivastava 15:00

1 216: Why Use MuleSoft with Data Cloud & Einstein Copilot with
Akshata Sawant 15:33

1 215: The Future of AI with Salesforce's Einstein 1 Studio & Data
Cloud featuring Danielle Larregui 17:13

1 214: Salesforce Developer Sample Apps featuring Philippe Ozil 15:12

1 213: What's New with Lightning Web Components Featuring Alba Rivas 22:32

1 212: Mobile Platform Tooling with Ashwin Nair and Galen Lewis 27:43

1 211: Anypoint Code Builder with Simone Geib 29:59

1 210: Spring ’24 Release Highlights with Mohith Shrivastava 33:15

1 209: Screen Flow Latest Features with Adam White 28:51

1 208: The Global Salesforce Community with Christie Fidura 30:08

1 207: Organizing Dreamin' Conferences 29:46

1 206: Building Chatbots with Apex 29:56

1 205: Data, AI, and MuleSoft with Ajay Kumar 36:33

1 204: B2C Commerce Cloud with Thomas Theunen 35:16

1 203: MuleSoft API Experience Hub with Igor Androsov 31:35

1 202: The Future of Development with Stephan Chandler-Garcia 32:04

1 201: Test Automation using MaxTAF with Alex Delic 27:30

1 200: 200 Episodes with Josh Birk 28:43

1 199: Apex Mockery with Ludovic Meurillon 21:28

1 198: Forceea Data Factory with Nikos Mitrakis 29:26

1 197: Observability with Nikita Prokopev 47:02

1 196: Coffee and Business Tools with Mike Gerholdt and Gillian Bruce 21:46

1 195: Winter ’24 Release Highlights with Mohith Shrivastava 51:05

1 194: Learning Salesforce with Teo Dawn 29:46

1 193: Creating User Stories with Kate Lessard 21:29

1 192: The Role of Architects with Mike Topalovich 45:02

1 191: Composable Commerce with Nat Pavic 37:02

1 190: GPT for Developers with Bhanudas Tanaka 43:49

1 189: Practical DevOps with Rob Cowell 36:44

1 188: MuleSoft for Salesforce Developers with Akshata Sawant 24:16

1 187: File and Event Security with Jagannathan Padmanabhan 15:27

1 186: Coffee with the Admin Evangelists 22:31

1 185: Data Cloud with Danielle Larregui 26:36

1 184: AI Conversations with Greg Bennett 31:36

1 183: Next Gen Slack Development with Jeremiah Peoples 21:05

1 182: SFDX-Hardis with Nicolas Vuillamy 20:02

1 181: Generative AI and Developers with Sridhar Raghavan 26:23

1 180: Evangelist Coffee with Mike and Gillian 30:28

1 179: Cactusforce with Marisa Hambleton, Extended Pt. 2 28:25

1 178: Cactusforce with Marisa Hambleton, Extended Pt. 1 25:08

1 177: Custom Property Editors with Alicia Teo 14:18

1 176: Salesforce IDE and Code Builder with Ananya Jha 28:30

1 175: External Services with Andrea Guzman 27:30

1 174: HappySoup.io with Pablo Gonzalez 38:21

1 173: A Developer Carbon Dashboard with Tyson Read 28:43

1 172: From Aura to LWC with Greg Whitworth 27:05

1 171: Modern Salesforce Integrations with Raj Advani 24:31

1 170: Apex Kit with Kevin Poorman 37:19

1 169: Your Job Search with Chelyn Briand 18:47

1 168: Nebula Cache Manager with Jonathan Gillespie 24:29

1 167: Move Fast, Don't Break Things with James Simone 32:08

1 166: Getting Things Done for Developers with Jason Atwood 35:15

1 165: DevOps Center with Karen Fidelak 22:20

1 164: Apex Hours with Amit Chaudhary 25:28

1 163: Code Analyzer with Roopa Mohan 34:52

1 162: Demystifying CDP with Greg Kihlström 30:23

1 161: Apex Tips and Tricks with Oleh Mykytyn 26:39

1 160: Enabling a Community with Rafael Hernandez 34:10

1 159: Supertokens with Rishabh Poddar 27:20

1 158: Ethics by Design and Data Ethics with Rob Katz 40:43

1 157: Ethical AI with Kathy Baxter 34:39

1 156: JavaScript and Careers with Lisa White 38:00

1 155: Replay! Salesforce Saturdays with Jessica Murphy 29:36

1 154: Guest Host! A Brief History of Salesforce Characters with
Domenique Buxton 33:14

1 153: Being a Trusted Advisor with David Schach Pt 2. 27:07

1 152: Being a Trusted Advisor with David Schach Pt 1. 30:45

1 151: RAD Women & Forcelandia with Angela Mahoney 36:17

1 150: B2C and B2B Solution Architecture with Shoby Abdi 40:12

1 149: Mental Health and Illness with Katie Villanueva Pt 2 23:17

1 148: Mental Health and Illness with Katie Villanueva Pt. 1 26:38

1 147: Supermums with Heather Black 38:46


1 145: Managing Static Code Analysis with Tiago Ruivo 29:09

1 144: Salesforce Saturdays with Steph Herrera Pt. 2 20:53

1 143: Salesforce Saturdays with Steph Herrera Pt. 1 23:18

1 142: Nebula Logger with Jonathan Gillespie 25:07

1 141: OSS Software with James Simone 37:19


1 139: Burnout and Stress with Drew Tauber 38:00

1 138: Business Builders with Nico Pouilloux 24:27

1 137: Salesforce & Slack with Daniel Peter 36:11

1 136: Salesforce Architecture & Community with Paul McCollum 37:35

1 135: Health Cloud Development with Cal Smith 32:49

1 134: Mental Health Matters with Joe Sterne Pt. 2 18:47

1 133: Mental Health Matters with Joe Sterne Pt. 1 28:15

1 132: Slack, Salesforce & Community with Meighan Brodkey 35:29

1 131: Salesforce Architecture with Ian Varley [Extended] Pt. 2 21:05
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